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Mathematical approach for reference data analysis

Research Project

Project/Area Number 21500284
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Statistical science
Research InstitutionDoshisha University

Principal Investigator

YADOHISA Hiroshi  同志社大学, 文化情報学部, 教授 (50244223)

Co-Investigator(Kenkyū-buntansha) HATANO Kenji  同志社大学, 文化情報学部, 准教授 (80314532)
Project Period (FY) 2009 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2011: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2010: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2009: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywordsクラスター分析 / 多次元尺度構成法 / シンボリックデータ / 大規模複雑データ / 類似性データ / 大量複雑データ / クラスター分析法 / 多次元尺度構構成法 / シンボリリックデータ
Research Abstract

In this study, we categorized various types of existing methods for relational data and proposed new methods for analysis of the data and evaluation of the results. As a main result, new methods for multidimensional scaling, clustering algorithm and network analysis have been proposed to deal with the large and complex data. More precisely, the large and complex data are regarded as symbolic data, which consists of multi-valued data, interval-valued data and distribution-valued data, and several methods that reduce the loss of information have been proposed based on the notion of symbolic data.

Report

(4 results)
  • 2011 Annual Research Report   Final Research Report ( PDF )
  • 2010 Annual Research Report
  • 2009 Annual Research Report
  • Research Products

    (33 results)

All 2012 2011 2010 2009

All Journal Article (15 results) (of which Peer Reviewed: 15 results) Presentation (16 results) Book (2 results)

  • [Journal Article] Visualization of Asymmetric Clustering Result with Digraph and Dendrogram2012

    • Author(s)
      Saito, Y., Yadohisa, H.
    • Journal Title

      Challenges at the interface of Data Analysis, ComputerScience, and Optimization

      Pages: 151-159

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Correspondence analysis for symbolic contingency tables based on interval algebra2011

    • Author(s)
      Takagi, I. and Yadohisa, H.
    • Journal Title

      Procedia Computer Science

      Volume: 6 Pages: 352-357

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Calculating query likelihoods based on web data analysis2011

    • Author(s)
      Tamura, K., Hatano, K. and Yadohisa, H.
    • Journal Title

      Intelligent Decision Technologies

      Volume: 10 Pages: 707-718

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Hierarchical clustering algorithm with combined criteria for large and complex similarity data2011

    • Author(s)
      Tanioka, K. and Yadohisa, H.
    • Journal Title

      International Journal of Knowledge Engineering and Soft Data Paradigms

      Volume: 3(2) Pages: 121-131

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Multidimensional scaling with the nested hypersphere model for percentile dissimilarities2011

    • Author(s)
      Terada, Y. and Yadohisa, H.
    • Journal Title

      Procedia Computer Science

      Volume: 6 Pages: 364-369

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Multidimensional scaling with hyperbox model for percentile dissimilarities2011

    • Author(s)
      Terada, Y. and Yadohisa, H.
    • Journal Title

      Intelligent Decision Thechnologies

      Volume: 10 Pages: 779-788

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Hierarchical clustering algorithm with combined criteria for large and complex similarity data2011

    • Author(s)
      Tanioka, K., Yadohisa, H.
    • Journal Title

      International Jarnal of Knowledge Engineering and Soft Data Paradigms

      Volume: Vol.3 Issue: 2 Pages: 121-131

    • DOI

      10.1504/ijkesdp.2011.045724

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Multidimensional Scaling with the Nested Hypersphere Model for Percentile Dissimilarities2011

    • Author(s)
      Terada, Y., Yadohisa, H.
    • Journal Title

      Procedia Computer Science

      Volume: Vol.6 Pages: 364-369

    • DOI

      10.1016/j.procs.2011.08.067

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A characterizing method of web pages based on query likelihood of neighbor pages2010

    • Author(s)
      Tamura, K., Hatano, K. and Yadohisa, H.
    • Journal Title

      Proceedings of the 5th International Conference on Digital Information Management(ICDIM 2010)

      Pages: 392-397

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Non-hierarchical clustering for distribution-valued data2010

    • Author(s)
      Terada, Y. and Yadohisa, H.
    • Journal Title

      COMPSTAT 2010 : Proceedings in Computational Statistics

      Pages: 1653-1660

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Non-Hierarchical Clustering for Distribution-Valued Data.2010

    • Author(s)
      Terada, Y., Yadohisa, H.
    • Journal Title

      COMPSTAT 2010 : Proceedings in Computational Statistics, Psysica-Verlag, Heidelberg

      Pages: 1653-1660

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Characterizing Method of Web Pages based on Query Likelihood of Neighbor Pages2010

    • Author(s)
      Tamura, K., Hatano, K., Yadohisa, H.
    • Journal Title

      Proceedings of the 5th International Conference on Digital Information Management

      Pages: 392-397

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Analysis of purchase intentions at a department store by three-way distance model2009

    • Author(s)
      Nakayama, A.
    • Journal Title

      Cooperation in classification and data analysis. Heidelberg-Berlin, Germany : Springer-Verlag.(Imaizumi, H.-H.Bock,& W.Gaul,(Eds.))

      Pages: 189-196

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 2相3元データ分析に際してのINDSCAL,INDCLUS,及びPREFMAP解併用の有効性-ケース研究2009

    • Author(s)
      出口慎二・岡太彬訓・中山厚穂
    • Journal Title

      行動計量学 36

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Software development productivity of Japanese enterprise applications2009

    • Author(s)
      M.Tsunoda, A.Mondan, H.Yadohisa, N.Kikuchi, K.Matsumoto
    • Journal Title

      Information Technology and Management 10

      Pages: 193-205

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Presentation] A feature extraction method for mixed feature-type symbolic data2011

    • Author(s)
      Takagi, I. and Yadohisa H.
    • Organizer
      Joint Meeting of the Taipei International Statistical Symposium and 7th Conference of the Asian Regional Section of the IASC
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2011-12-17
    • Related Report
      2011 Final Research Report
  • [Presentation] A feature extraction method for mixed feature-type symbolic data2011

    • Author(s)
      Takagi, I., Yadohisa, H.
    • Organizer
      Joint Meeting of the Taipei International Statistical Symposium and 7th Conference of the Asian Regional Section of the IASC
    • Place of Presentation
      Taipei, Taiwan(招待講演)
    • Year and Date
      2011-12-17
    • Related Report
      2011 Annual Research Report
  • [Presentation] Text mining with extraction of similar expression patterns by using signed bipartite graph2011

    • Author(s)
      Kitano, M. and Yadohisa, H.
    • Organizer
      Joint Meeting of the Taipei International Statistical Symposium and 7th Conference of the Asian Regional Section of the IASC
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2011-12-16
    • Related Report
      2011 Final Research Report
  • [Presentation] Characterization and comparison of Japan Professional Football Clubs based on attack patterns2011

    • Author(s)
      Ishii, R. Kitano, M. and Yadohisa, H.
    • Organizer
      Joint Meeting of the Korea-Japan Conference of Computational Statistics and the 25th Symposium of Japanese Society of Computational Statistics
    • Place of Presentation
      Busan, South Korea
    • Year and Date
      2011-11-12
    • Related Report
      2011 Final Research Report
  • [Presentation] Pitching prediction by multinomial logit model in Nippon Professional Baseball2011

    • Author(s)
      Koike, K. Abe, H. and Yadohisa, H.
    • Organizer
      Joint Meeting of the Korea-Japan Conference of Computational Statistics and the 25th Symposium of Japanese Society of Computational Statistics
    • Place of Presentation
      Busan, South Korea
    • Year and Date
      2011-11-12
    • Related Report
      2011 Final Research Report
  • [Presentation] Similarity measure for candlestick chart variable2011

    • Author(s)
      Yamashita, Y. and Yadohisa, H.
    • Organizer
      Joint Meeting of the Korea-Japan Conference of Computational Statistics and the 25th Symposium of Japanese Society of Computational Statistics
    • Place of Presentation
      Busan, South Korea
    • Year and Date
      2011-11-11
    • Related Report
      2011 Final Research Report
  • [Presentation] Measuring an equivalence of purchase intervals using a revised Gini index2011

    • Author(s)
      Abe, H., Terada, Y. and Yadohisa, H.
    • Organizer
      The 58th World Statistics Congress of the International Statistical Institute
    • Place of Presentation
      Dublin, Ireland
    • Year and Date
      2011-08-25
    • Related Report
      2011 Final Research Report
  • [Presentation] Principle component analysis for histogram-valued data2010

    • Author(s)
      Terada, Y. and Yadohisa, H.
    • Organizer
      The 10th China-Japan Symposium on Statistics
    • Place of Presentation
      China
    • Year and Date
      2010-10-16
    • Related Report
      2011 Final Research Report
  • [Presentation] Principal Component Analysis for Histogram-Valued Data2010

    • Author(s)
      TERADA, Yoshikazu, YADOHISA, Hiroshi
    • Organizer
      The 10th China-Japan Symposium on Statistics
    • Place of Presentation
      Southwestern University of Finance and Economics, Chengdu
    • Year and Date
      2010-10-16
    • Related Report
      2010 Annual Research Report
  • [Presentation] 非対称階層的重複クラスタリング法の提案2010

    • Author(s)
      齊藤裕一・宿久洋
    • Organizer
      日本行動計量学会第38回大会
    • Place of Presentation
      埼玉大学(さいたま市)
    • Year and Date
      2010-09-23
    • Related Report
      2010 Annual Research Report
  • [Presentation] Kernel methods for analyzing symbolic data2010

    • Author(s)
      Terada, Y. and Yadohisa, H.
    • Organizer
      GfKl 2010
    • Place of Presentation
      Karlsruhe, German
    • Year and Date
      2010-07-23
    • Related Report
      2011 Final Research Report
  • [Presentation] Visualization of asymmetric clustering result with digraph and dendrogram2010

    • Author(s)
      Saito, Y. and Yadohisa, H.
    • Organizer
      GfKl 2010
    • Place of Presentation
      Karlsruhe, German
    • Year and Date
      2010-07-22
    • Related Report
      2011 Final Research Report
  • [Presentation] Effect of data standardization on the result of k-means clustering2010

    • Author(s)
      Tanioka, K. and Yadohisa, H.
    • Organizer
      GfKl 2010
    • Place of Presentation
      Karlsruhe, German
    • Year and Date
      2010-07-22
    • Related Report
      2011 Final Research Report
  • [Presentation] Kernel Methods for Analyzing Symbolic Data2010

    • Author(s)
      Terada, Y., Yadohisa, H.
    • Organizer
      34th Annual Conference of the German Classification Society
    • Place of Presentation
      Karlsruhe, Germany
    • Year and Date
      2010-07-22
    • Related Report
      2010 Annual Research Report
  • [Presentation] Modal interval-valued dissimilarity between histogram-valued data2010

    • Author(s)
      Terada, Y. and Yadohisa, H.
    • Organizer
      3rd German-Japanese Workshop "ADVANCES IN DATA ANALYSIS AND RELATED NEW TECHNIQUES AND APPLICATIONS"
    • Place of Presentation
      Karlsruhe, German
    • Year and Date
      2010-07-20
    • Related Report
      2011 Final Research Report
  • [Presentation] Analysis of the Wikipedia Corpus via Asymmetric k-medoids Clustering2009

    • Author(s)
      H.Yadohisa, K.Hatano, A.Takeuchi
    • Organizer
      ISI 2009
    • Place of Presentation
      Durban, South Africa
    • Year and Date
      2009-08-20
    • Related Report
      2009 Annual Research Report
  • [Book] 確率と統計の基礎1増補版2011

    • Author(s)
      宿久洋, 村上亨, 原恭彦
    • Publisher
      ミネルヴァ書房
    • Related Report
      2011 Final Research Report
  • [Book] R Commanderによるデータ解析2011

    • Author(s)
      大森崇, 阪田真己子, 宿久洋
    • Publisher
      共立出版株式会社
    • Related Report
      2011 Final Research Report

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Published: 2009-04-01   Modified: 2016-04-21  

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